Aperiodic Event-Triggered Synchronization Control for Neural Networks With Stochastic Perturbations and Time Delay

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作者信息关键词期刊信息基础信息归属信息摘要

成果类型：

期刊论文

作者：

Gong, Shuqing;Guo, Zhenyuan;Liu, Min;Wen, Shiping;Huang, Tingwen

通讯作者：

Guo, ZY

作者机构：

[Gong, Shuqing] Changsha Univ Sci & Technol, Sch Math & Stat, Changsha 410114, Peoples R China.

[Guo, Zhenyuan; Guo, ZY] Hunan Univ, Sch Math, Changsha 410082, Hunan, Peoples R China.

[Liu, Min] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China.

[Wen, Shiping] Univ Technol Sydney, Fac Engn & Informat Technol, Ctr Artificial Intelligence, Ultimo, NSW 2007, Australia.

[Huang, Tingwen] Texas A&M Univ Qatar, Sci Program, Doha, Qatar.

通讯机构：

[Guo, ZY ] H

Hunan Univ, Sch Math, Changsha 410082, Hunan, Peoples R China.

语种：

英文

关键词：

Synchronization;Stochastic processes;Behavioral sciences;Delay effects;Perturbation methods;Nonlinear systems;Stability criteria;neural network;event-triggered control;stochastic perturbation;time delay

期刊：

IEEE Transactions on Circuits and Systems II: Express Briefs

ISSN：

1549-7747

年：

2023

卷：

期：

页码：

1986-1990

DOI：

10.1109/TCSII.2022.3230063

基金类别：

10.13039/501100004735-Natural Science Foundation of Hunan Province (Grant Number: 2021JJ40555) 10.13039/100009377-Education Department of Hunan Province (Grant Number: 22B0326) 10.13039/501100001809-National Natural Science Foundation of China (Grant Number: 62276094) 10.13039/100008982-Qatar National Research Fund (Grant Number: NPRP 8-274-2-107)

机构署名：

本校为第一机构

院系归属：

数学与统计学院

摘要：

In the presence of stochastic perturbations and time delay, the aperiodic event-triggered synchronization control for neural networks is studied in this brief. First, a suitable linear event-triggered control is designed to ensure the synchronization of the delayed stochastic neural networks in mean square. Then, by using Itô-differential formula, the synchronization criteria are derived under the event-triggered control. Moreover, a new method is proposed to prove that Zeno behavior does not occur, which ensures that the event-triggered contr...

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Aperiodic Event-Triggered Synchronization Control for Neural Networks With Stochastic Perturbations and Time Delay

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